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Video of Introduction to Linear Regression (2025 Level I CFA Exam – Quantitative Methods – Module 7) in CFA Certificate course by AnalystPrep channel, video No. 8 free certified online
Level I CFA Program Video Lessons offered by AnalystPrep
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Topic 1 – Quantitative Methods
Readings 7 – Introduction to Linear Regression
0:00 Introduction to Learning Outcome Statements
3:16 LOS: Describe a simple linear regression model and the roles of the dependent and independent variables in the model.
8:00 LOS: Describe the least squares criterion, how it is used to estimate regression coefficients, and their interpretation.
15:04 LOS: Explain the assumptions underlying the simple linear regression model, and describe how residuals and residual plots indicate if these assumptions may have been violated.
20:27 LOS: Calculate and interpret the coefficient of determination and the F-statistic in a simple linear regression.
26:05 LOS: Describe the use of analysis of variance (ANOVA) in regression analysis, interpret ANOVA results, and calculate and interpret the standard error of estimate in a simple linear regression.
43:21 LOS: Formulate a null and an alternative hypothesis about a population value of a regression coefficient, and determine whether the null hypothesis is rejected at a given level of significance
47:31 LOS: Calculate and interpret the predicted value for the dependent variable, and a prediction interval for it, given an estimated linear regression model and a value for the independent variable.
53:34LOS: Describe different functional forms of simple linear regressions.